Project instructions

Stack

• Windows development
• Python backend pipeline
• Jekyll blog in /blog
• GitHub Actions for automation

Key folders

• /pipeline/scripts = Python automation scripts
• /pipeline/prompts = prompt templates
• /pipeline/data = JSON state files
• /blog/_posts = generated markdown posts
• /blog/assets/img = generated article images

Rules

• Load secrets from the root .env file
• Never hardcode API keys
• Prefer small, focused files
• Keep scripts readable for a beginner
• Use pathlib for file paths
• Save generated blog posts in Jekyll-compatible markdown
• Do not change unrelated files